FSharp.Stats

Binder

FSharp.Stats is a multipurpose project for statistical testing, linear algebra, machine learning, fitting and signal processing.

Installation

From Nuget.org:

You can get all FSharp.Stats packages from nuget at https://www.nuget.org/packages/FSharp.Stats/.

To build the binaries yourself:

Windows:

  • Install .Net Core SDK
  • navigate to project folder
  • use the console command ./build.cmd

Linux(Ubuntu, using Mono):

  • Install .Net Core SDK
  • navigate to project folder
  • make the script executable with chmod +x ./build.sh
  • use the console command ./build.sh

Documentation:

  • While editing the documentation you can preview the documentation in your browser via dotnet fsdocs watch --eval

Example

The following examples show how easy it is to start working with FSharp.Stats.

Distributions

open FSharp.Stats

// initialize a normal distribution with mean 25 and standard deviation 0.1
let normalDistribution = Distributions.ContinuousDistribution.normal 25. 0.1

// draw independently 30 times from the given distribution 
let sample = Array.init 30 (fun _ -> normalDistribution.Sample())

[|25.02250618; 25.08585566; 24.96845075; 25.06210256; 24.96701117; 24.9253833;
  25.07800358; 24.97934286; 24.99790657; 25.05588419; 25.11522187; 25.01035386;
  25.0755233; 25.11322915; 25.00782595; 24.96870674; 24.92864181; 24.98399633;
  24.97375949; 25.08298087; 25.0274391; 25.01038389; 24.98299037; 24.91567019;
  24.85836441; 24.96489693; 25.2655403; 24.88213504; 24.92063719; 24.88009791|]

Basic descriptive statistics

// calculate the mean of the given sample
let mean = Seq.mean sample

25.00369472
// calculate the bessel corrected sample standard deviation of the given sample
let stDev = Seq.stDev sample

0.08491760774
// calculate the coefficient of variation of the given sample 
// Attention: CV is valid only if a hypothetical real zero value exists for the data.
let cv = Seq.cv sample

0.003396202389

Vectors, Matrices and linear algebra

// create a vector 
let vecB = vector [19.;11.;35.]

// create a matrix 
let matA = matrix [[3.;4.;0.];[1.;2.;2.];[5.;0.;5.]]

// solve the linear system of equations
let vecX = FSharp.Stats.Algebra.LinearAlgebra.SolveLinearSystem matA vecB

vector [|5.0; 1.0; 2.0|]

Interpolation

let xData = vector [|1. .. 10.|]
let yData = vector [|4.;7.;9.;12.;15.;17.;16.;23.;5.;30.|]

// get coefficients of interpolating polynomial
let interpolatingCoefficients = 
    Interpolation.Polynomial.coefficients xData yData

// get fitting function of interpolating polynomial
let interpolFitFunc = 
    Interpolation.Polynomial.fit interpolatingCoefficients

Regression

// get coefficients of 3rd order regression polynomial
let regressionCoefficients = 
    Fitting.LinearRegression.OrdinaryLeastSquares.Polynomial.coefficient 3 xData yData
    
// get fitting function of 3rd order regression polynomial
let regressionFitFunc = 
    Fitting.LinearRegression.OrdinaryLeastSquares.Polynomial.fit 3 regressionCoefficients

The resulting interpolating and regression polynomials are plotted below using Plotly.NET.

Samples & documentation

The library comes with comprehensible documentation. It can include tutorials automatically generated from *.fsx files in the content folder. The API reference is automatically generated from Markdown comments in the library implementation.

  • API Reference contains automatically generated documentation for all types, modules and functions in the library. This includes additional brief samples on using most of the functions.

Contributing and copyright

The project is hosted on GitHub where you can report issues, fork the project and submit pull requests. If you're adding a new public API, please also consider adding samples that can be turned into a documentation. You might also want to read the library design notes to understand how it works.

The library is available under Public Domain license, which allows modification and redistribution for both commercial and non-commercial purposes. For more information see the License file in the GitHub repository.

namespace Plotly
namespace Plotly.NET
module StyleParam from Plotly.NET
namespace Plotly.NET.LayoutObjects
type Chart = static member AnnotatedHeatmap: zData: seq<#seq<'a1>> * annotationText: seq<#seq<string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?XGap: int * ?Y: seq<#IConvertible> * ?YGap: int * ?Text: 'a5 * ?MultiText: seq<'a5> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a5 :> IConvertible) static member Area: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowMarkers: bool * ?ShowLegend: bool * ?MarkerSymbol: MarkerSymbol * ?Color: Color * ?Opacity: float * ?Labels: seq<#IConvertible> * ?TextPosition: TextPosition * ?TextFont: Font * ?Dash: DrawingStyle * ?Width: float * ?UseDefaults: bool -> GenericChart + 1 overload static member Bar: values: seq<#IConvertible> * ?Keys: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member BoxPlot: ?x: seq<#IConvertible> * ?y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Text: 'a2 * ?MultiText: seq<'a2> * ?Fillcolor: Color * ?MarkerColor: Color * ?OutlierColor: Color * ?OutlierWidth: int * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: BoxPoints * ?BoxMean: BoxMean * ?Jitter: float * ?PointPos: float * ?Orientation: Orientation * ?Marker: Marker * ?Line: Line * ?AlignmentGroup: string * ?Offsetgroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: QuartileMethod * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Bubble: x: seq<#IConvertible> * y: seq<#IConvertible> * sizes: seq<int> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Candlestick: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * x: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a5 * ?MultiText: seq<'a5> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: FinanceMarker * ?DecreasingColor: Color * ?Decreasing: FinanceMarker * ?WhiskerWidth: float * ?UseDefaults: bool -> GenericChart (requires 'a5 :> IConvertible) + 1 overload static member Column: values: seq<#IConvertible> * ?Keys: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member Contour: zData: seq<#seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?Y: seq<#IConvertible> * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Transpose: bool * ?LineColor: Color * ?LineDash: DrawingStyle * ?Line: Line * ?ContoursColoring: ContourColoring * ?ContoursOperation: ConstraintOperation * ?ContoursType: ContourType * ?ShowContourLabels: bool * ?ContourLabelFont: Font * ?Contours: Contours * ?FillColor: Color * ?NContours: int * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a4 :> IConvertible) static member Funnel: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Width: float * ?Offset: float * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?Orientation: Orientation * ?AlignmentGroup: string * ?OffsetGroup: string * ?MarkerColor: Color * ?MarkerOutline: Line * ?Marker: Marker * ?TextInfo: TextInfo * ?ConnectorLineColor: Color * ?ConnectorLineStyle: DrawingStyle * ?ConnectorFillColor: Color * ?ConnectorLine: Line * ?Connector: FunnelConnector * ?InsideTextFont: Font * ?OutsideTextFont: Font * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) static member Heatmap: zData: seq<#seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?XGap: int * ?Y: seq<#IConvertible> * ?YGap: int * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a4 :> IConvertible) + 1 overload ...
val myAxis: name: string -> LinearAxis
val name: string
Multiple items
type LinearAxis = inherit DynamicObj new: unit -> LinearAxis static member init: ?Visible: bool * ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: bool * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar * ?BackgroundColor: Color * ?ShowBackground: bool -> LinearAxis static member initCarpet: ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?ShowTickLabels: bool * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridWidth: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?ArrayDTick: int * ?ArrayTick0: int * ?CheaterType: CheaterType * ?EndLine: bool * ?EndLineColor: Color * ?EndLineWidth: int * ?LabelPadding: int * ?LabelPrefix: string * ?LabelSuffix: string * ?MinorGridColor: Color * ?MinorGridCount: int * ?MinorGridWidth: int * ?Smoothing: float * ?StartLine: bool * ?StartLineColor: Color * ?StartLineWidth: int -> LinearAxis static member initCategorical: categoryOrder: CategoryOrder * ?Visible: bool * ?Color: Color * ?Title: Title * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: bool * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar -> LinearAxis static member initIndicatorGauge: ?DTick: #IConvertible * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?NTicks: int * ?Range: Range * ?SeparateThousands: bool * ?ShowExponent: ShowExponent * ?ShowTickLabels: bool * ?ShowTickPrefix: ShowTickOption * ?ShowTickSuffix: ShowTickOption * ?Tick0: #IConvertible * ?TickAngle: int * ?TickColor: Color * ?TickFont: Font * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?TickLen: int * ?TickMode: TickMode * ?TickPrefix: string * ?Ticks: TickOptions * ?TickSuffix: string * ?TickText: seq<#IConvertible> * ?TickVals: seq<#IConvertible> * ?TickWidth: int * ?Visible: bool -> LinearAxis static member style: ?Visible: bool * ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #IConvertible * ?DTick: #IConvertible * ?TickVals: seq<#IConvertible> * ?TickText: seq<#IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: bool * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#IConvertible> * ?UIRevision: #IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar * ?ArrayDTick: int * ?ArrayTick0: int * ?CheaterType: CheaterType * ?EndLine: bool * ?EndLineColor: Color * ?EndLineWidth: int * ?LabelPadding: int * ?LabelPrefix: string * ?LabelSuffix: string * ?MinorGridColor: Color * ?MinorGridCount: int * ?MinorGridWidth: int * ?Smoothing: float * ?StartLine: bool * ?StartLineColor: Color * ?StartLineWidth: int * ?BackgroundColor: Color * ?ShowBackground: bool -> (LinearAxis -> LinearAxis)
<summary>Linear axes can be used as x and y scales on 2D plots, and as x,y, and z scales on 3D plots.</summary>

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new: unit -> LinearAxis
static member LinearAxis.init: ?Visible: bool * ?Color: Color * ?Title: Title * ?AxisType: AxisType * ?AutoTypeNumbers: AutoTypeNumbers * ?AutoRange: AutoRange * ?RangeMode: RangeMode * ?Range: Range * ?FixedRange: bool * ?ScaleAnchor: LinearAxisId * ?ScaleRatio: float * ?Constrain: AxisConstraint * ?ConstrainToward: AxisConstraintDirection * ?Matches: LinearAxisId * ?Rangebreaks: seq<Rangebreak> * ?TickMode: TickMode * ?NTicks: int * ?Tick0: #System.IConvertible * ?DTick: #System.IConvertible * ?TickVals: seq<#System.IConvertible> * ?TickText: seq<#System.IConvertible> * ?Ticks: TickOptions * ?TicksOn: CategoryTickAnchor * ?TickLabelMode: TickLabelMode * ?TickLabelPosition: TickLabelPosition * ?TickLabelOverflow: TickLabelOverflow * ?Mirror: Mirror * ?TickLen: int * ?TickWidth: int * ?TickColor: Color * ?ShowTickLabels: bool * ?AutoMargin: bool * ?ShowSpikes: bool * ?SpikeColor: Color * ?SpikeThickness: int * ?SpikeDash: DrawingStyle * ?SpikeMode: SpikeMode * ?SpikeSnap: SpikeSnap * ?TickFont: Font * ?TickAngle: int * ?ShowTickPrefix: ShowTickOption * ?TickPrefix: string * ?ShowTickSuffix: ShowTickOption * ?TickSuffix: string * ?ShowExponent: ShowExponent * ?ExponentFormat: ExponentFormat * ?MinExponent: float * ?SeparateThousands: bool * ?TickFormat: string * ?TickFormatStops: seq<TickFormatStop> * ?HoverFormat: string * ?ShowLine: bool * ?LineColor: Color * ?LineWidth: float * ?ShowGrid: bool * ?GridColor: Color * ?GridWidth: float * ?ZeroLine: bool * ?ZeroLineColor: Color * ?ZeroLineWidth: float * ?ShowDividers: bool * ?DividerColor: Color * ?DividerWidth: int * ?Anchor: LinearAxisId * ?Side: Side * ?Overlaying: LinearAxisId * ?Layer: Layer * ?Domain: Range * ?Position: float * ?CategoryOrder: CategoryOrder * ?CategoryArray: seq<#System.IConvertible> * ?UIRevision: #System.IConvertible * ?RangeSlider: RangeSlider * ?RangeSelector: RangeSelector * ?Calendar: Calendar * ?BackgroundColor: Color * ?ShowBackground: bool -> LinearAxis
Multiple items
type Title = inherit DynamicObj new: unit -> Title static member init: ?Text: string * ?Font: Font * ?Standoff: int * ?Side: Side * ?X: float * ?Y: float -> Title static member style: ?Text: string * ?Font: Font * ?Standoff: int * ?Side: Side * ?X: float * ?Y: float -> (Title -> Title)

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new: unit -> Title
static member Title.init: ?Text: string * ?Font: Font * ?Standoff: int * ?Side: Side * ?X: float * ?Y: float -> Title
type Mirror = | True | Ticks | False | All | AllTicks member Convert: unit -> obj override ToString: unit -> string static member convert: (Mirror -> obj) static member toString: (Mirror -> string)
<summary> Determines if the axis lines or/and ticks are mirrored to the opposite side of the plotting area. If "true", the axis lines are mirrored. If "ticks", the axis lines and ticks are mirrored. If "false", mirroring is disable. If "all", axis lines are mirrored on all shared-axes subplots. If "allticks", axis lines and ticks are mirrored on all shared-axes subplots. </summary>
union case Mirror.All: Mirror
type TickOptions = | Outside | Inside | Empty member Convert: unit -> obj override ToString: unit -> string static member convert: (TickOptions -> obj) static member toString: (TickOptions -> string)
<summary> Determines whether ticks are drawn or not. If "", this axis' ticks are not drawn. If "outside" ("inside"), this axis' are drawn outside (inside) the axis lines. </summary>
union case TickOptions.Inside: TickOptions
val withAxisTitles: x: string -> y: string -> chart: GenericChart.GenericChart -> GenericChart.GenericChart
val x: string
val y: string
val chart: GenericChart.GenericChart
static member Chart.withTemplate: template: Template -> (GenericChart.GenericChart -> GenericChart.GenericChart)
module ChartTemplates from Plotly.NET
val lightMirrored: Template
static member Chart.withXAxis: xAxis: LinearAxis * ?Id: SubPlotId -> (GenericChart.GenericChart -> GenericChart.GenericChart)
static member Chart.withYAxis: yAxis: LinearAxis * ?Id: SubPlotId -> (GenericChart.GenericChart -> GenericChart.GenericChart)
Multiple items
namespace FSharp

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namespace Microsoft.FSharp
namespace FSharp.Stats
val normalDistribution: Distributions.ContinuousDistribution<float,float>
namespace FSharp.Stats.Distributions
Multiple items
module ContinuousDistribution from FSharp.Stats.Distributions

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type ContinuousDistribution<'a,'b> = inherit Distribution<'a> abstract PDF: 'b -> float abstract Sample: unit -> 'b abstract Mode: 'b
<summary> Interface for continuous probability distributions. </summary>
val normal: mu: float -> sigma: float -> Distributions.ContinuousDistribution<float,float>
<summary> Initializes a Normal distribution </summary>
val sample: float[]
Multiple items
module Array from FSharp.Stats
<summary> Module to compute common statistical measure on array </summary>

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module Array from Microsoft.FSharp.Collections
<summary>Contains operations for working with arrays.</summary>
<remarks> See also <a href="https://docs.microsoft.com/dotnet/fsharp/language-reference/arrays">F# Language Guide - Arrays</a>. </remarks>
val init: count: int -> initializer: (int -> 'T) -> 'T[]
<summary>Creates an array given the dimension and a generator function to compute the elements.</summary>
<param name="count">The number of elements to initialize.</param>
<param name="initializer">The function to generate the initial values for each index.</param>
<returns>The created array.</returns>
<exception cref="T:System.ArgumentException">Thrown when count is negative.</exception>
<example id="init-1"><code lang="fsharp"> Array.init 4 (fun v -&gt; v + 5) </code> Evaluates to <c>[| 5; 6; 7; 8 |]</c></example>
<example id="init-2"><code lang="fsharp"> Array.init -5 (fun v -&gt; v + 5) </code> Throws <c>ArgumentException</c></example>
abstract Distributions.ContinuousDistribution.Sample: unit -> 'b
val mean: float
Multiple items
module Seq from FSharp.Stats
<summary> Module to compute common statistical measure </summary>

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module Seq from Plotly.NET

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module Seq from Microsoft.FSharp.Collections
<summary>Contains operations for working with values of type <see cref="T:Microsoft.FSharp.Collections.seq`1" />.</summary>
val mean: items: seq<'T> -> 'U (requires member (+) and member get_Zero and member DivideByInt and member (/))
<summary> Computes the population mean (Normalized by N) </summary>
<param name="items">The input sequence.</param>
<remarks>Returns default value if data is empty or if any entry is NaN.</remarks>
<returns>population mean (Normalized by N)</returns>
val stDev: float
val stDev: items: seq<'T> -> 'U (requires member (-) and member get_Zero and member DivideByInt and member (+) and member ( * ) and member (+) and member (/) and member Sqrt)
<summary> Computes the sample standard deviation </summary>
<param name="items">The input sequence.</param>
<remarks>Returns NaN if data is empty or if any entry is NaN.</remarks>
<returns>standard deviation of a sample (Bessel's correction by N-1)</returns>
val cv: float
val cv: items: seq<'T> -> 'U (requires member (-) and member get_Zero and member DivideByInt and member (+) and member ( * ) and member Sqrt and member (+) and member (/) and member (/))
<summary> Computes the Coefficient of Variation of a sample (Bessel's correction by N-1) </summary>
<param name="items">The input sequence.</param>
<remarks>Returns NaN if data is empty or if any entry is NaN.</remarks>
<returns>Coefficient of Variation of a sample (Bessel's correction by N-1)</returns>
val vecB: Vector<float>
Multiple items
val vector: l: seq<float> -> Vector<float>

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type vector = Vector<float>
val matA: Matrix<float>
Multiple items
val matrix: ll: seq<#seq<float>> -> Matrix<float>

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type matrix = Matrix<float>
val vecX: Vector<float>
namespace FSharp.Stats.Algebra
Multiple items
module LinearAlgebra from FSharp.Stats.Algebra

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type LinearAlgebra = new: unit -> LinearAlgebra static member nullspace: ?Accuracy: float -> (Matrix<float> -> Matrix<float>)

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new: unit -> Algebra.LinearAlgebra
val SolveLinearSystem: A: matrix -> b: vector -> Vector<float>
val xData: Vector<float>
val yData: Vector<float>
val interpolatingCoefficients: Vector<float>
namespace FSharp.Stats.Interpolation
module Polynomial from FSharp.Stats.Interpolation
val coefficients: xData: Vector<float> -> yData: Vector<float> -> Vector<float>
<summary> calculates the polynomial coefficients for interpolating the given unsorted data. No duplicates allowed! </summary>
val interpolFitFunc: (float -> float)
val fit: coef: Vector<float> -> x: float -> float
<summary> takes polynomial coefficients and x value to get the corresponding interpolating y </summary>
val interpolChart: GenericChart.GenericChart
Multiple items
module List from FSharp.Stats
<summary> Module to compute common statistical measure on list </summary>

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module List from Microsoft.FSharp.Collections
<summary>Contains operations for working with values of type <see cref="T:Microsoft.FSharp.Collections.list`1" />.</summary>
<namespacedoc><summary>Operations for collections such as lists, arrays, sets, maps and sequences. See also <a href="https://docs.microsoft.com/dotnet/fsharp/language-reference/fsharp-collection-types">F# Collection Types</a> in the F# Language Guide. </summary></namespacedoc>

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type List<'T> = | op_Nil | op_ColonColon of Head: 'T * Tail: 'T list interface IReadOnlyList<'T> interface IReadOnlyCollection<'T> interface IEnumerable interface IEnumerable<'T> member GetReverseIndex: rank: int * offset: int -> int member GetSlice: startIndex: int option * endIndex: int option -> 'T list static member Cons: head: 'T * tail: 'T list -> 'T list member Head: 'T member IsEmpty: bool member Item: index: int -> 'T with get ...
<summary>The type of immutable singly-linked lists.</summary>
<remarks>Use the constructors <c>[]</c> and <c>::</c> (infix) to create values of this type, or the notation <c>[1;2;3]</c>. Use the values in the <c>List</c> module to manipulate values of this type, or pattern match against the values directly. </remarks>
<exclude />
val map: mapping: ('T -> 'U) -> list: 'T list -> 'U list
<summary>Builds a new collection whose elements are the results of applying the given function to each of the elements of the collection.</summary>
<param name="mapping">The function to transform elements from the input list.</param>
<param name="list">The input list.</param>
<returns>The list of transformed elements.</returns>
<example id="map-1"><code lang="fsharp"> let inputs = [ "a"; "bbb"; "cc" ] inputs |&gt; List.map (fun x -&gt; x.Length) </code> Evaluates to <c>[ 1; 3; 2 ]</c></example>
val x: float
val data: (float * float) list
Multiple items
module Chart from Index

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type Chart = static member AnnotatedHeatmap: zData: seq<#seq<'a1>> * annotationText: seq<#seq<string>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?XGap: int * ?Y: seq<#IConvertible> * ?YGap: int * ?Text: 'a5 * ?MultiText: seq<'a5> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a5 :> IConvertible) static member Area: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowMarkers: bool * ?ShowLegend: bool * ?MarkerSymbol: MarkerSymbol * ?Color: Color * ?Opacity: float * ?Labels: seq<#IConvertible> * ?TextPosition: TextPosition * ?TextFont: Font * ?Dash: DrawingStyle * ?Width: float * ?UseDefaults: bool -> GenericChart + 1 overload static member Bar: values: seq<#IConvertible> * ?Keys: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member BoxPlot: ?x: seq<#IConvertible> * ?y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Text: 'a2 * ?MultiText: seq<'a2> * ?Fillcolor: Color * ?MarkerColor: Color * ?OutlierColor: Color * ?OutlierWidth: int * ?Opacity: float * ?WhiskerWidth: float * ?BoxPoints: BoxPoints * ?BoxMean: BoxMean * ?Jitter: float * ?PointPos: float * ?Orientation: Orientation * ?Marker: Marker * ?Line: Line * ?AlignmentGroup: string * ?Offsetgroup: string * ?Notched: bool * ?NotchWidth: float * ?QuartileMethod: QuartileMethod * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Bubble: x: seq<#IConvertible> * y: seq<#IConvertible> * sizes: seq<int> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) + 1 overload static member Candlestick: ``open`` : seq<#IConvertible> * high: seq<#IConvertible> * low: seq<#IConvertible> * close: seq<#IConvertible> * x: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Text: 'a5 * ?MultiText: seq<'a5> * ?Line: Line * ?IncreasingColor: Color * ?Increasing: FinanceMarker * ?DecreasingColor: Color * ?Decreasing: FinanceMarker * ?WhiskerWidth: float * ?UseDefaults: bool -> GenericChart (requires 'a5 :> IConvertible) + 1 overload static member Column: values: seq<#IConvertible> * ?Keys: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerPatternShape: PatternShape * ?MultiMarkerPatternShape: seq<PatternShape> * ?MarkerPattern: Pattern * ?Marker: Marker * ?Base: #IConvertible * ?Width: 'a4 * ?MultiWidth: seq<'a4> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible and 'a4 :> IConvertible) + 1 overload static member Contour: zData: seq<#seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?Y: seq<#IConvertible> * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?Transpose: bool * ?LineColor: Color * ?LineDash: DrawingStyle * ?Line: Line * ?ContoursColoring: ContourColoring * ?ContoursOperation: ConstraintOperation * ?ContoursType: ContourType * ?ShowContourLabels: bool * ?ContourLabelFont: Font * ?Contours: Contours * ?FillColor: Color * ?NContours: int * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a4 :> IConvertible) static member Funnel: x: seq<#IConvertible> * y: seq<#IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?Width: float * ?Offset: float * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?Orientation: Orientation * ?AlignmentGroup: string * ?OffsetGroup: string * ?MarkerColor: Color * ?MarkerOutline: Line * ?Marker: Marker * ?TextInfo: TextInfo * ?ConnectorLineColor: Color * ?ConnectorLineStyle: DrawingStyle * ?ConnectorFillColor: Color * ?ConnectorLine: Line * ?Connector: FunnelConnector * ?InsideTextFont: Font * ?OutsideTextFont: Font * ?UseDefaults: bool -> GenericChart (requires 'a2 :> IConvertible) static member Heatmap: zData: seq<#seq<'a1>> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?X: seq<#IConvertible> * ?XGap: int * ?Y: seq<#IConvertible> * ?YGap: int * ?Text: 'a4 * ?MultiText: seq<'a4> * ?ColorBar: ColorBar * ?ColorScale: Colorscale * ?ShowScale: bool * ?ReverseScale: bool * ?ZSmooth: SmoothAlg * ?Transpose: bool * ?UseWebGL: bool * ?ReverseYAxis: bool * ?UseDefaults: bool -> GenericChart (requires 'a1 :> IConvertible and 'a4 :> IConvertible) + 1 overload ...
static member Chart.Line: xy: seq<#System.IConvertible * #System.IConvertible> * ?ShowMarkers: bool * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: TraceObjects.Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
static member Chart.Line: x: seq<#System.IConvertible> * y: seq<#System.IConvertible> * ?ShowMarkers: bool * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: TraceObjects.Marker * ?LineColor: Color * ?LineColorScale: Colorscale * ?LineWidth: float * ?LineDash: DrawingStyle * ?Line: Line * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> System.IConvertible)
union case HoverInfo.Name: HoverInfo
val regressionCoefficients: Vector<float>
namespace FSharp.Stats.Fitting
module LinearRegression from FSharp.Stats.Fitting
module OrdinaryLeastSquares from FSharp.Stats.Fitting.LinearRegression
module Polynomial from FSharp.Stats.Fitting.LinearRegression.OrdinaryLeastSquares
<summary> Simple polynomial regression </summary>
val coefficient: order: int -> xData: Vector<float> -> yData: Vector<float> -> Vector<float>
<summary> Calculates the coefficients for polynomial regression </summary>
val regressionFitFunc: (float -> float)
val fit: order: int -> coef: Vector<float> -> x: float -> float
<summary> Fit to x </summary>
val regressionChart: GenericChart.GenericChart
val combinedChart: GenericChart.GenericChart
val rawChart: GenericChart.GenericChart
static member Chart.Point: xy: seq<#System.IConvertible * #System.IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'a2 * ?MultiText: seq<'a2> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: TraceObjects.Marker * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'a2 :> System.IConvertible)
static member Chart.Point: x: seq<#System.IConvertible> * y: seq<#System.IConvertible> * ?Name: string * ?ShowLegend: bool * ?Opacity: float * ?MultiOpacity: seq<float> * ?Text: 'c * ?MultiText: seq<'c> * ?TextPosition: TextPosition * ?MultiTextPosition: seq<TextPosition> * ?MarkerColor: Color * ?MarkerColorScale: Colorscale * ?MarkerOutline: Line * ?MarkerSymbol: MarkerSymbol * ?MultiMarkerSymbol: seq<MarkerSymbol> * ?Marker: TraceObjects.Marker * ?StackGroup: string * ?Orientation: Orientation * ?GroupNorm: GroupNorm * ?UseWebGL: bool * ?UseDefaults: bool -> GenericChart.GenericChart (requires 'c :> System.IConvertible)
static member Chart.combine: gCharts: seq<GenericChart.GenericChart> -> GenericChart.GenericChart
module GenericChart from Plotly.NET
<summary> Module to represent a GenericChart </summary>
val toChartHTML: gChart: GenericChart.GenericChart -> string
<summary> Converts a GenericChart to it HTML representation. The div layer has a default size of 600 if not specified otherwise. </summary>